{"id":"W2769078647","doi":"10.1148/radiol.2017171849","title":"Breast Cancer Recurrence after Initial Detection with Screening US","year":2017,"lang":"en","type":"letter","venue":"Radiology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"B.C. Women's Hospital & Health Centre; University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Oncology; Internal medicine; Cancer; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005285818,0.0004119273,0.000410732,0.0000641301,0.0001983014,0.00002947412,0.0002860106,0.0008419599,0.00005925422],"category_scores_gemma":[0.00001373369,0.0003363409,0.0001128688,0.00003360709,0.0004030252,0.000005310098,0.0001312276,0.0006068391,0.0000128161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006413306,"about_ca_system_score_gemma":0.0001253397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006314951,"about_ca_topic_score_gemma":0.0007894219,"domain_scores_codex":[0.9983686,0.0001131171,0.0001686878,0.0007504566,0.0001210177,0.0004781584],"domain_scores_gemma":[0.9989579,0.00001894602,0.0002404073,0.00062079,0.0001180002,0.0000439533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003771692,0.00005738025,0.1016117,0.00021309,0.002960925,0.00188324,0.0001027669,0.00003421756,0.001853104,9.359339e-7,0.7852737,0.1022373],"study_design_scores_gemma":[0.001865754,0.0005238506,0.1888367,0.0002665697,0.000483517,0.01010362,0.000008612682,0.00000627775,0.002882715,0.00001618328,0.7938883,0.00111796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4482745,0.02693895,0.007317059,0.4929104,0.01003272,0.002415587,0.007672726,0.0002734586,0.004164561],"genre_scores_gemma":[0.8667163,0.0009818582,0.000383881,0.1071443,0.02171272,0.001103746,0.00102996,0.0001391385,0.0007881448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4184417,"threshold_uncertainty_score":0.9999089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212430160629411,"score_gpt":0.2668363992064089,"score_spread":0.2547120976001148,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}